{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 上海历史天气数据分析预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 报告题目：上海历史天气数据分析预测\n",
    "- 学员昵称：BellaG\n",
    "- 课程期数：第一期"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "© 本文著作权归作者所有，并授权实验楼独家使用，未经实验楼许可，不得转载使用。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img width='500px' style=\"border:2px solid #888;\" src=\"attachment:image.png\"></img>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "www.tianqihoubao.com/lishi/shanghai.html 统计了上海2011年至今每天的天气状况（如下图）\n",
    "\n",
    "通过爬取每个月份对应连接下的表格数据，得到2011年至今每天的天气数据。\n",
    "对此数据进行建模分析，并预测2019年每天天气温度的变化情况。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "首先爬取每个月份连接对应的网页，得到每月的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import html5lib\n",
    "import re\n",
    "import numpy as np\n",
    "from tqdm import tqdm_notebook\n",
    "from matplotlib import pyplot as plt\n",
    "from statsmodels.graphics.tsaplots import plot_acf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# url=r'http://www.tianqihoubao.com/lishi/shanghai.html'\n",
    "start_url = r'http://www.tianqihoubao.com/lishi/shanghai/month/{}.html'\n",
    "t = pd.period_range('2011', '2019', freq='M')\n",
    "# 生成201101-201812的字符串数据，备用爬取网页不同链接\n",
    "date_list = []\n",
    "for i in range(len(t)):\n",
    "    y = str(t[i]).replace('-', '')\n",
    "    date_list.append(y)\n",
    "del date_list[-1]\n",
    "# 生成一个空表头，方便之后合并表格\n",
    "df = pd.DataFrame(columns=['日期', '天气状况', '气温', '风力风向'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 爬取2011-2018每个月天气的表格数据\n",
    "tables = []\n",
    "for i in tqdm_notebook(range(12)):\n",
    "    for date in date_list[i*12:(i+1)*12]:\n",
    "        tables.append(pd.read_html(start_url.format(\n",
    "            date), header=0, encoding='gbk')[0])\n",
    "len(tables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "把每月的表格数据合并为一个表，并导出原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 合并表格\n",
    "for i in range(len(tables)):\n",
    "    df = pd.concat([df, tables[i]], ignore_index=True)\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 先保存下原始数据\n",
    "df.to_csv('origin_weatherdata.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读取导出的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "读取成功\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('origin_weatherdata.csv', index_col=0)\n",
    "print('读取成功')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>天气状况</th>\n",
       "      <th>气温</th>\n",
       "      <th>风力风向</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011年01月01日</td>\n",
       "      <td>晴  /多云</td>\n",
       "      <td>4℃  /  0℃</td>\n",
       "      <td>西北风 4-5级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011年01月02日</td>\n",
       "      <td>多云  /雨夹雪</td>\n",
       "      <td>6℃  /  2℃</td>\n",
       "      <td>北风 4-5级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011年01月03日</td>\n",
       "      <td>多云  /晴</td>\n",
       "      <td>12℃  /  4℃</td>\n",
       "      <td>南风 ≤3级  /南风 ≤3级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011年01月04日</td>\n",
       "      <td>雨夹雪  /雨夹雪</td>\n",
       "      <td>3℃  /  -1℃</td>\n",
       "      <td>北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011年01月05日</td>\n",
       "      <td>阴  /多云</td>\n",
       "      <td>6℃  /  0℃</td>\n",
       "      <td>北风 3-4级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2011年01月06日</td>\n",
       "      <td>多云  /晴</td>\n",
       "      <td>4℃  /  -1℃</td>\n",
       "      <td>北风 4-5级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2011年01月07日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>6℃  /  0℃</td>\n",
       "      <td>北风 4-5级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2011年01月08日</td>\n",
       "      <td>晴  /多云</td>\n",
       "      <td>7℃  /  1℃</td>\n",
       "      <td>东北风 3-4级  /东北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2011年01月09日</td>\n",
       "      <td>阴  /多云</td>\n",
       "      <td>6℃  /  0℃</td>\n",
       "      <td>北风 4-5级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2011年01月10日</td>\n",
       "      <td>晴  /多云</td>\n",
       "      <td>3℃  /  -1℃</td>\n",
       "      <td>北风 3-4级  /西北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2011年01月11日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>4℃  /  -2℃</td>\n",
       "      <td>西北风 4-5级  /西北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2011年01月12日</td>\n",
       "      <td>晴  /晴</td>\n",
       "      <td>4℃  /  -1℃</td>\n",
       "      <td>西北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2011年01月13日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>6℃  /  1℃</td>\n",
       "      <td>东风 3-4级  /东风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2011年01月14日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>8℃  /  0℃</td>\n",
       "      <td>东北风 4-5级  /北风 5-6级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2011年01月15日</td>\n",
       "      <td>晴  /晴</td>\n",
       "      <td>8℃  /  3℃</td>\n",
       "      <td>东北风 3-4级  /东北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2011年01月16日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>2℃  /  -2℃</td>\n",
       "      <td>北风 4-5级  /北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2011年01月17日</td>\n",
       "      <td>多云  /阴</td>\n",
       "      <td>3℃  /  -1℃</td>\n",
       "      <td>北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2011年01月18日</td>\n",
       "      <td>小到中雪  /小雪</td>\n",
       "      <td>2℃  /  0℃</td>\n",
       "      <td>东北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2011年01月19日</td>\n",
       "      <td>小雪  /大雪</td>\n",
       "      <td>4℃  /  0℃</td>\n",
       "      <td>东北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2011年01月20日</td>\n",
       "      <td>中到大雪  /小雪</td>\n",
       "      <td>2℃  /  -1℃</td>\n",
       "      <td>东北风 3-4级  /东北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2011年01月21日</td>\n",
       "      <td>多云  /晴</td>\n",
       "      <td>4℃  /  -1℃</td>\n",
       "      <td>东北风 3-4级  /北风 微风</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2011年01月22日</td>\n",
       "      <td>晴  /多云</td>\n",
       "      <td>6℃  /  2℃</td>\n",
       "      <td>东北风 3-4级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2011年01月23日</td>\n",
       "      <td>小雨  /多云</td>\n",
       "      <td>5℃  /  0℃</td>\n",
       "      <td>西北风 4-5级  /西北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2011年01月24日</td>\n",
       "      <td>晴  /晴</td>\n",
       "      <td>4℃  /  -1℃</td>\n",
       "      <td>北风 4-5级  /北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2011年01月25日</td>\n",
       "      <td>晴  /多云</td>\n",
       "      <td>5℃  /  1℃</td>\n",
       "      <td>北风 3-4级  /东北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2011年01月26日</td>\n",
       "      <td>阴  /阴</td>\n",
       "      <td>7℃  /  2℃</td>\n",
       "      <td>东北风 3-4级  /东北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2011年01月27日</td>\n",
       "      <td>晴  /晴</td>\n",
       "      <td>8℃  /  0℃</td>\n",
       "      <td>东北风 3-4级  /东风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2011年01月28日</td>\n",
       "      <td>晴  /阴</td>\n",
       "      <td>11℃  /  4℃</td>\n",
       "      <td>东南风 3-4级  /东南风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2011年01月29日</td>\n",
       "      <td>晴  /晴</td>\n",
       "      <td>4℃  /  -2℃</td>\n",
       "      <td>北风 4-5级  /西北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2011年01月30日</td>\n",
       "      <td>多云  /晴</td>\n",
       "      <td>4℃  /  -3℃</td>\n",
       "      <td>西北风 4-5级  /西北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>2018年11月14日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>19℃  /  13℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2876</th>\n",
       "      <td>2018年11月15日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>18℃  /  15℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>2018年11月16日</td>\n",
       "      <td>小雨  /多云</td>\n",
       "      <td>17℃  /  13℃</td>\n",
       "      <td>北风 5-6级  /北风 5-6级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>2018年11月17日</td>\n",
       "      <td>多云  /小雨</td>\n",
       "      <td>17℃  /  13℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>2018年11月18日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>13℃  /  10℃</td>\n",
       "      <td>北风 1-2级  /北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2880</th>\n",
       "      <td>2018年11月19日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>15℃  /  10℃</td>\n",
       "      <td>南风 1-2级  /南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2881</th>\n",
       "      <td>2018年11月20日</td>\n",
       "      <td>多云  /小雨</td>\n",
       "      <td>17℃  /  12℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2882</th>\n",
       "      <td>2018年11月21日</td>\n",
       "      <td>小雨  /多云</td>\n",
       "      <td>15℃  /  10℃</td>\n",
       "      <td>西北风 3-4级  /西北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2883</th>\n",
       "      <td>2018年11月22日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>15℃  /  9℃</td>\n",
       "      <td>北风 1-2级  /北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2884</th>\n",
       "      <td>2018年11月23日</td>\n",
       "      <td>多云  /晴</td>\n",
       "      <td>17℃  /  11℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2885</th>\n",
       "      <td>2018年11月24日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>19℃  /  11℃</td>\n",
       "      <td>西南风 1-2级  /西南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2886</th>\n",
       "      <td>2018年11月25日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>19℃  /  12℃</td>\n",
       "      <td>东风 1-2级  /东风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2887</th>\n",
       "      <td>2018年11月26日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>20℃  /  13℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2888</th>\n",
       "      <td>2018年11月27日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>19℃  /  13℃</td>\n",
       "      <td>南风 1-2级  /南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2889</th>\n",
       "      <td>2018年11月28日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>17℃  /  12℃</td>\n",
       "      <td>北风 1-2级  /北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2890</th>\n",
       "      <td>2018年11月29日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>18℃  /  12℃</td>\n",
       "      <td>南风 3-4级  /南风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>2018年11月30日</td>\n",
       "      <td>阴  /多云</td>\n",
       "      <td>19℃  /  13℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>2018年12月01日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>20℃  /  14℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>2018年12月02日</td>\n",
       "      <td>中雨  /多云</td>\n",
       "      <td>21℃  /  15℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2894</th>\n",
       "      <td>2018年12月03日</td>\n",
       "      <td>小雨  /中雨</td>\n",
       "      <td>19℃  /  14℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2895</th>\n",
       "      <td>2018年12月04日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>16℃  /  11℃</td>\n",
       "      <td>东北风 4-5级  /东北风 4-5级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2896</th>\n",
       "      <td>2018年12月05日</td>\n",
       "      <td>小雨  /中雨</td>\n",
       "      <td>14℃  /  10℃</td>\n",
       "      <td>东北风 3-4级  /东北风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>2018年12月06日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>11℃  /  7℃</td>\n",
       "      <td>北风 5-6级  /北风 5-6级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>2018年12月07日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>8℃  /  3℃</td>\n",
       "      <td>北风 5-6级  /北风 5-6级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2899</th>\n",
       "      <td>2018年12月08日</td>\n",
       "      <td>小雨  /雨夹雪</td>\n",
       "      <td>5℃  /  2℃</td>\n",
       "      <td>北风 5-6级  /北风 5-6级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2900</th>\n",
       "      <td>2018年12月09日</td>\n",
       "      <td>小雨  /小雨</td>\n",
       "      <td>9℃  /  2℃</td>\n",
       "      <td>东北风 1-2级  /东北风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>2018年12月10日</td>\n",
       "      <td>小雨  /中雨</td>\n",
       "      <td>10℃  /  8℃</td>\n",
       "      <td>东风 3-4级  /东风 3-4级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>2018年12月11日</td>\n",
       "      <td>小雨  /多云</td>\n",
       "      <td>9℃  /  3℃</td>\n",
       "      <td>东南风 1-2级  /东南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>2018年12月12日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>8℃  /  3℃</td>\n",
       "      <td>南风 1-2级  /南风 1-2级</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2904</th>\n",
       "      <td>2018年12月13日</td>\n",
       "      <td>多云  /多云</td>\n",
       "      <td>8℃  /  3℃</td>\n",
       "      <td>北风 1-2级  /北风 1-2级</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2905 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               日期       天气状况           气温                 风力风向\n",
       "0     2011年01月01日     晴  /多云    4℃  /  0℃   西北风 4-5级  /北风 4-5级\n",
       "1     2011年01月02日   多云  /雨夹雪    6℃  /  2℃    北风 4-5级  /北风 4-5级\n",
       "2     2011年01月03日     多云  /晴   12℃  /  4℃      南风 ≤3级  /南风 ≤3级\n",
       "3     2011年01月04日  雨夹雪  /雨夹雪   3℃  /  -1℃    北风 3-4级  /北风 3-4级\n",
       "4     2011年01月05日     阴  /多云    6℃  /  0℃    北风 3-4级  /北风 4-5级\n",
       "5     2011年01月06日     多云  /晴   4℃  /  -1℃    北风 4-5级  /北风 4-5级\n",
       "6     2011年01月07日    多云  /多云    6℃  /  0℃    北风 4-5级  /北风 3-4级\n",
       "7     2011年01月08日     晴  /多云    7℃  /  1℃  东北风 3-4级  /东北风 3-4级\n",
       "8     2011年01月09日     阴  /多云    6℃  /  0℃    北风 4-5级  /北风 4-5级\n",
       "9     2011年01月10日     晴  /多云   3℃  /  -1℃   北风 3-4级  /西北风 3-4级\n",
       "10    2011年01月11日    多云  /多云   4℃  /  -2℃  西北风 4-5级  /西北风 4-5级\n",
       "11    2011年01月12日      晴  /晴   4℃  /  -1℃   西北风 3-4级  /北风 3-4级\n",
       "12    2011年01月13日    多云  /多云    6℃  /  1℃    东风 3-4级  /东风 3-4级\n",
       "13    2011年01月14日    小雨  /小雨    8℃  /  0℃   东北风 4-5级  /北风 5-6级\n",
       "14    2011年01月15日      晴  /晴    8℃  /  3℃  东北风 3-4级  /东北风 3-4级\n",
       "15    2011年01月16日    多云  /多云   2℃  /  -2℃    北风 4-5级  /北风 4-5级\n",
       "16    2011年01月17日     多云  /阴   3℃  /  -1℃    北风 3-4级  /北风 3-4级\n",
       "17    2011年01月18日  小到中雪  /小雪    2℃  /  0℃   东北风 3-4级  /北风 3-4级\n",
       "18    2011年01月19日    小雪  /大雪    4℃  /  0℃   东北风 3-4级  /北风 3-4级\n",
       "19    2011年01月20日  中到大雪  /小雪   2℃  /  -1℃  东北风 3-4级  /东北风 3-4级\n",
       "20    2011年01月21日     多云  /晴   4℃  /  -1℃     东北风 3-4级  /北风 微风\n",
       "21    2011年01月22日     晴  /多云    6℃  /  2℃   东北风 3-4级  /北风 3-4级\n",
       "22    2011年01月23日    小雨  /多云    5℃  /  0℃  西北风 4-5级  /西北风 4-5级\n",
       "23    2011年01月24日      晴  /晴   4℃  /  -1℃    北风 4-5级  /北风 3-4级\n",
       "24    2011年01月25日     晴  /多云    5℃  /  1℃   北风 3-4级  /东北风 3-4级\n",
       "25    2011年01月26日      阴  /阴    7℃  /  2℃  东北风 3-4级  /东北风 4-5级\n",
       "26    2011年01月27日      晴  /晴    8℃  /  0℃   东北风 3-4级  /东风 3-4级\n",
       "27    2011年01月28日      晴  /阴   11℃  /  4℃  东南风 3-4级  /东南风 3-4级\n",
       "28    2011年01月29日      晴  /晴   4℃  /  -2℃   北风 4-5级  /西北风 3-4级\n",
       "29    2011年01月30日     多云  /晴   4℃  /  -3℃  西北风 4-5级  /西北风 3-4级\n",
       "...           ...        ...          ...                  ...\n",
       "2875  2018年11月14日    多云  /多云  19℃  /  13℃  东北风 1-2级  /东北风 1-2级\n",
       "2876  2018年11月15日    小雨  /小雨  18℃  /  15℃  东北风 1-2级  /东北风 1-2级\n",
       "2877  2018年11月16日    小雨  /多云  17℃  /  13℃    北风 5-6级  /北风 5-6级\n",
       "2878  2018年11月17日    多云  /小雨  17℃  /  13℃  东北风 1-2级  /东北风 1-2级\n",
       "2879  2018年11月18日    小雨  /小雨  13℃  /  10℃    北风 1-2级  /北风 1-2级\n",
       "2880  2018年11月19日    多云  /多云  15℃  /  10℃    南风 1-2级  /南风 1-2级\n",
       "2881  2018年11月20日    多云  /小雨  17℃  /  12℃  东南风 1-2级  /东南风 1-2级\n",
       "2882  2018年11月21日    小雨  /多云  15℃  /  10℃  西北风 3-4级  /西北风 3-4级\n",
       "2883  2018年11月22日    多云  /多云   15℃  /  9℃    北风 1-2级  /北风 1-2级\n",
       "2884  2018年11月23日     多云  /晴  17℃  /  11℃  东南风 1-2级  /东南风 1-2级\n",
       "2885  2018年11月24日    多云  /多云  19℃  /  11℃  西南风 1-2级  /西南风 1-2级\n",
       "2886  2018年11月25日    多云  /多云  19℃  /  12℃    东风 1-2级  /东风 1-2级\n",
       "2887  2018年11月26日    多云  /多云  20℃  /  13℃  东北风 1-2级  /东北风 1-2级\n",
       "2888  2018年11月27日    多云  /多云  19℃  /  13℃    南风 1-2级  /南风 1-2级\n",
       "2889  2018年11月28日    多云  /多云  17℃  /  12℃    北风 1-2级  /北风 1-2级\n",
       "2890  2018年11月29日    多云  /多云  18℃  /  12℃    南风 3-4级  /南风 3-4级\n",
       "2891  2018年11月30日     阴  /多云  19℃  /  13℃  东南风 1-2级  /东南风 1-2级\n",
       "2892  2018年12月01日    多云  /多云  20℃  /  14℃  东南风 1-2级  /东南风 1-2级\n",
       "2893  2018年12月02日    中雨  /多云  21℃  /  15℃  东南风 1-2级  /东南风 1-2级\n",
       "2894  2018年12月03日    小雨  /中雨  19℃  /  14℃  东北风 1-2级  /东北风 1-2级\n",
       "2895  2018年12月04日    小雨  /小雨  16℃  /  11℃  东北风 4-5级  /东北风 4-5级\n",
       "2896  2018年12月05日    小雨  /中雨  14℃  /  10℃  东北风 3-4级  /东北风 3-4级\n",
       "2897  2018年12月06日    小雨  /小雨   11℃  /  7℃    北风 5-6级  /北风 5-6级\n",
       "2898  2018年12月07日    小雨  /小雨    8℃  /  3℃    北风 5-6级  /北风 5-6级\n",
       "2899  2018年12月08日   小雨  /雨夹雪    5℃  /  2℃    北风 5-6级  /北风 5-6级\n",
       "2900  2018年12月09日    小雨  /小雨    9℃  /  2℃  东北风 1-2级  /东北风 1-2级\n",
       "2901  2018年12月10日    小雨  /中雨   10℃  /  8℃    东风 3-4级  /东风 3-4级\n",
       "2902  2018年12月11日    小雨  /多云    9℃  /  3℃  东南风 1-2级  /东南风 1-2级\n",
       "2903  2018年12月12日    多云  /多云    8℃  /  3℃    南风 1-2级  /南风 1-2级\n",
       "2904  2018年12月13日    多云  /多云    8℃  /  3℃    北风 1-2级  /北风 1-2级\n",
       "\n",
       "[2905 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据清洗、转换，形成带有时间序列的表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2905"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 整理table，重设列名\n",
    "df.columns = ['Date', 'Weather', 'Tem', 'Wind']\n",
    "# 把表格里的日期数据“2011年01月01日”替换为20110101，方便之后转为时间序列\n",
    "p = \"(.*)年(.*)月(.*)日\"\n",
    "new_date = []\n",
    "for date in df.Date:\n",
    "    l = re.findall(p, date)[0]\n",
    "    t = ''\n",
    "    for i in l:\n",
    "        t += i\n",
    "    new_date.append(t)\n",
    "new_date = np.array(new_date)\n",
    "m_tem = []\n",
    "new_date = pd.to_datetime(new_date)\n",
    "for i in range(len(df)):\n",
    "    m_tem.append(re.findall(r\"(-?[\\d]+)\", df.Tem[i]))\n",
    "df_tem = pd.DataFrame(m_tem, index=new_date, columns=['max_tem', 'min_tem'])\n",
    "len(df_tem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tem = df_tem.dropna().applymap(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看每日最高温度&最低温度随着日期变化图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fffb33b7400>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 根据温度的变化曲线图，可看出df_tem是平稳时间序列\n",
    "df_tem.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制自相关图，观察曲线的变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制最高温度的自相关图\n",
    "df_max = pd.DataFrame(df_tem.max_tem, index=df_tem.index, columns=['max_tem'])\n",
    "df_min = pd.DataFrame(df_tem.min_tem, index=df_tem.index, columns=['min_tem'])\n",
    "plot_acf(df_max)\n",
    "plot_acf(df_min)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fffb047ddd8>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAD0NJREFUeJzt23+s3Xddx/Hny5YNBdzW/YDSrt7hmmBRM+Zx04BkATY6FDp1fxRN7B8zTQxLxIVIF6JjAxNGxBEjYiqbNFPZcEqoEDPLxmJidOyUDbYyRu/GyC5t1pIOcCEyB2//ON/i/VzP7b275+yee+nzkZyc7/fz/ZxzXvkk977u9/s9N1WFJEnH/dikA0iSVhaLQZLUsBgkSQ2LQZLUsBgkSQ2LQZLUsBgkSQ2LQZLUsBgkSY21kw6wFGeddVZNTU1NOoYkrSr79+//ZlWdvdC8VVkMU1NT9Pv9SceQpFUlydcXM89LSZKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWpYDJKkhsUgSWqMpRiSbE3ySJLpJLuGHD81ye3d8XuTTM05vinJ00neOY48kqSlG7kYkqwBPgxcDmwB3pZky5xpVwFPVdX5wE3AjXOO3wT8y6hZJEmjG8cZw0XAdFU9VlXPALcB2+bM2Qbs6bbvAN6QJABJrgAeAw6MIYskaUTjKIYNwBOz9me6saFzqupZ4NvAmUleBLwLuH4MOSRJYzCOYsiQsVrknOuBm6rq6QU/JNmZpJ+kf/To0SXElCQtxtoxvMcMcO6s/Y3AoXnmzCRZC5wGHAMuBq5M8gHgdOAHSf67qv5i7odU1W5gN0Cv15tbPJKkMRlHMdwHbE5yHvANYDvwW3Pm7AV2AP8BXAncXVUF/MrxCUneAzw9rBQkSctn5GKoqmeTXA3cCawBbqmqA0luAPpVtRe4Gbg1yTSDM4Xto36uJOn5kcEf7qtLr9erfr8/6RiStKok2V9VvYXm+Z/PkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqSGxSBJalgMkqTGWIohydYkjySZTrJryPFTk9zeHb83yVQ3fmmS/Uke7J5fP448kqSlG7kYkqwBPgxcDmwB3pZky5xpVwFPVdX5wE3Ajd34N4G3VNXPATuAW0fNI0kazTjOGC4Cpqvqsap6BrgN2DZnzjZgT7d9B/CGJKmq+6vqUDd+AHhhklPHkEmStETjKIYNwBOz9me6saFzqupZ4NvAmXPm/CZwf1V9bwyZJElLtHYM75EhY/Vc5iR5FYPLS5fN+yHJTmAnwKZNm557SknSoozjjGEGOHfW/kbg0HxzkqwFTgOOdfsbgU8Cv1NVj873IVW1u6p6VdU7++yzxxBbkjTMOIrhPmBzkvOSnAJsB/bOmbOXwc1lgCuBu6uqkpwOfAa4tqr+fQxZJEkjGrkYunsGVwN3Ag8Dn6iqA0luSPLWbtrNwJlJpoFrgONfab0aOB/4oyQPdI9zRs0kSVq6VM29HbDy9Xq96vf7k44hSatKkv1V1Vtonv/5LElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpIbFIElqWAySpMZYiiHJ1iSPJJlOsmvI8VOT3N4dvzfJ1Kxj13bjjyR50zjySJKWbuRiSLIG+DBwObAFeFuSLXOmXQU8VVXnAzcBN3av3QJsB14FbAX+sns/SdKEjOOM4SJguqoeq6pngNuAbXPmbAP2dNt3AG9Ikm78tqr6XlV9DZju3k+SNCFrx/AeG4AnZu3PABfPN6eqnk3ybeDMbvw/57x2wxgyDXX9Px/gy4e+83y9vSQ9r7a8/Ce57i2vet4/ZxxnDBkyVoucs5jXDt4g2Zmkn6R/9OjR5xhRkrRY4zhjmAHOnbW/ETg0z5yZJGuB04Bji3wtAFW1G9gN0Ov1hpbHQpajaSVptRvHGcN9wOYk5yU5hcHN5L1z5uwFdnTbVwJ3V1V149u7by2dB2wGPj+GTJKkJRr5jKG7Z3A1cCewBrilqg4kuQHoV9Ve4Gbg1iTTDM4UtnevPZDkE8CXgWeBt1fV90fNJElaugz+cF9der1e9fv9SceQpFUlyf6q6i00z/98liQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1LAZJUsNikCQ1RiqGJOuS7EtysHs+Y555O7o5B5Ps6MZ+IslnknwlyYEk7x8liyRpPEY9Y9gF3FVVm4G7uv1GknXAdcDFwEXAdbMK5E+r6pXAq4HXJLl8xDySpBGNWgzbgD3d9h7giiFz3gTsq6pjVfUUsA/YWlXfrarPAVTVM8AXgI0j5pEkjWjUYnhpVR0G6J7PGTJnA/DErP2ZbuyHkpwOvIXBWYckaYLWLjQhyWeBlw059O5FfkaGjNWs918LfBz486p67AQ5dgI7ATZt2rTIj5YkPVcLFkNVvXG+Y0meTLK+qg4nWQ8cGTJtBrhk1v5G4J5Z+7uBg1X1oQVy7O7m0uv16kRzJUlLN+qlpL3Ajm57B/CpIXPuBC5LckZ30/mybowk7wNOA94xYg5J0piMWgzvBy5NchC4tNsnSS/JRwGq6hjwXuC+7nFDVR1LspHB5agtwBeSPJDkd0fMI0kaUapW31WZXq9X/X5/0jEkaVVJsr+qegvN8z+fJUkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1BipGJKsS7IvycHu+Yx55u3o5hxMsmPI8b1JHholiyRpPEY9Y9gF3FVVm4G7uv1GknXAdcDFwEXAdbMLJMlvAE+PmEOSNCajFsM2YE+3vQe4YsicNwH7qupYVT0F7AO2AiR5MXAN8L4Rc0iSxmTUYnhpVR0G6J7PGTJnA/DErP2ZbgzgvcAHge+OmEOSNCZrF5qQ5LPAy4YcevciPyNDxirJBcD5VfUHSaYWkWMnsBNg06ZNi/xoSdJztWAxVNUb5zuW5Mkk66vqcJL1wJEh02aAS2btbwTuAX4Z+IUkj3c5zklyT1VdwhBVtRvYDdDr9Wqh3JKkpRn1UtJe4Pi3jHYAnxoy507gsiRndDedLwPurKqPVNXLq2oKeC3w1flKQZK0fEYthvcDlyY5CFza7ZOkl+SjAFV1jMG9hPu6xw3dmCRpBUrV6rsq0+v1qt/vTzqGJK0qSfZXVW+hef7nsySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpYTFIkhoWgySpkaqadIbnLMlR4OtLfPlZwDfHGGeczLY0Zlsasy3Nas72U1V19kJvsiqLYRRJ+lXVm3SOYcy2NGZbGrMtzcmQzUtJkqSGxSBJapyMxbB70gFOwGxLY7alMdvS/MhnO+nuMUiSTuxkPGOQJJ3ASVMMSbYmeSTJdJJdk84zV5LHkzyY5IEk/QlnuSXJkSQPzRpbl2RfkoPd8xkrKNt7knyjW7sHkrx5ArnOTfK5JA8nOZDk97vxia/bCbJNfN26HC9M8vkkX+zyXd+Nn5fk3m7tbk9yygrJ9bEkX5u1bhcsZ645GdckuT/Jp7v98axZVf3IP4A1wKPAK4BTgC8CWyada07Gx4GzJp2jy/I64ELgoVljHwB2ddu7gBtXULb3AO+c8JqtBy7stl8CfBXYshLW7QTZJr5uXaYAL+62XwDcC/wS8Algezf+V8DvrZBcHwOunPS6dbmuAf4e+HS3P5Y1O1nOGC4Cpqvqsap6BrgN2DbhTCtWVf0bcGzO8DZgT7e9B7hiWUN15sk2cVV1uKq+0G3/F/AwsIEVsG4nyLYi1MDT3e4LukcBrwfu6MaXfe1OkGtFSLIR+FXgo91+GNOanSzFsAF4Ytb+DCvoB6NTwL8m2Z9k56TDDPHSqjoMg180wDkTzjPX1Um+1F1qmshlruOSTAGvZvAX5opatznZYIWsW3dJ5AHgCLCPwRn+t6rq2W7KRH5m5+aqquPr9ifdut2U5NTlztX5EPCHwA+6/TMZ05qdLMWQIWMrpvk7r6mqC4HLgbcned2kA60iHwF+GrgAOAx8cFJBkrwY+EfgHVX1nUnlGGZIthWzblX1/aq6ANjI4Az/Z4ZNW95U/z9Xkp8FrgVeCfwisA5413LnSvJrwJGq2j97eMjUJa3ZyVIMM8C5s/Y3AocmlGWoqjrUPR8BPsngh2MleTLJeoDu+ciE8/xQVT3Z/QD/APhrJrR2SV7A4Bfv31XVP3XDK2LdhmVbKes2W1V9C7iHwbX805Os7Q5N9Gd2Vq6t3aW5qqrvAX/DZNbtNcBbkzzO4NL46xmcQYxlzU6WYrgP2NzdsT8F2A7snXCmH0ryoiQvOb4NXAY8dOJXLbu9wI5uewfwqQlmaRz/xdv5dSawdt313ZuBh6vqz2Ydmvi6zZdtJaxbl+PsJKd32z8OvJHBfZDPAVd205Z97ebJ9ZVZRR8G1/CXfd2q6tqq2lhVUwx+n91dVb/NuNZs0nfVl+sBvJnBtzEeBd496Txzsr2CwTelvggcmHQ+4OMMLi38D4OzrasYXL+8CzjYPa9bQdluBR4EvsTgF/H6CeR6LYPT9i8BD3SPN6+EdTtBtomvW5fv54H7uxwPAX/cjb8C+DwwDfwDcOoKyXV3t24PAX9L982lST2AS/i/byWNZc38z2dJUuNkuZQkSVoki0GS1LAYJEkNi0GS1LAYJEkNi0GS1LAYJEkNi0GS1PhfpWex5ta5TgsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 纯随机性检验\n",
    "from statsmodels.sandbox.stats.diagnostic import acorr_ljungbox\n",
    "LB2, P1 = acorr_ljungbox(df_max)\n",
    "plt.plot(P1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用prophet建模预测分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "/opt/conda/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  elif np.issubdtype(np.asarray(v).dtype, float):\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>8.432570</td>\n",
       "      <td>4.409315</td>\n",
       "      <td>12.713564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>8.522011</td>\n",
       "      <td>4.304658</td>\n",
       "      <td>12.586076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>8.476091</td>\n",
       "      <td>4.257568</td>\n",
       "      <td>12.988784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>8.298167</td>\n",
       "      <td>3.798817</td>\n",
       "      <td>12.501508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>8.293317</td>\n",
       "      <td>4.006352</td>\n",
       "      <td>12.019662</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds      yhat  yhat_lower  yhat_upper\n",
       "0 2011-01-01  8.432570    4.409315   12.713564\n",
       "1 2011-01-02  8.522011    4.304658   12.586076\n",
       "2 2011-01-03  8.476091    4.257568   12.988784\n",
       "3 2011-01-04  8.298167    3.798817   12.501508\n",
       "4 2011-01-05  8.293317    4.006352   12.019662"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fbprophet import Prophet\n",
    "# 每日最高温度预测\n",
    "df_max = df_max.reset_index()\n",
    "df_max.columns = ['ds', 'y']\n",
    "m = Prophet()  # 创建加法模型\n",
    "m.fit(df_max)  # 训练\n",
    "future = m.make_future_dataframe(periods=365, freq='D')  # 生成预测序列\n",
    "forecast = m.predict(future)  # 预测\n",
    "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = m.plot(forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "/opt/conda/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  elif np.issubdtype(np.asarray(v).dtype, float):\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>yhat</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>2.719048</td>\n",
       "      <td>-0.719729</td>\n",
       "      <td>6.083691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>2.636988</td>\n",
       "      <td>-0.578533</td>\n",
       "      <td>6.077123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>2.711140</td>\n",
       "      <td>-0.604218</td>\n",
       "      <td>5.895019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>2.614257</td>\n",
       "      <td>-0.485391</td>\n",
       "      <td>5.968238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>2.565028</td>\n",
       "      <td>-0.522226</td>\n",
       "      <td>5.965457</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds      yhat  yhat_lower  yhat_upper\n",
       "0 2011-01-01  2.719048   -0.719729    6.083691\n",
       "1 2011-01-02  2.636988   -0.578533    6.077123\n",
       "2 2011-01-03  2.711140   -0.604218    5.895019\n",
       "3 2011-01-04  2.614257   -0.485391    5.968238\n",
       "4 2011-01-05  2.565028   -0.522226    5.965457"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 每日最低温度预测\n",
    "df_min = df_min.reset_index()\n",
    "df_min.columns = ['ds', 'y']\n",
    "m2 = Prophet()  # 创建加法模型\n",
    "m2.fit(df_min)  # 训练\n",
    "future2 = m2.make_future_dataframe(periods=365, freq='D')  # 生成预测序列\n",
    "forecast2 = m2.predict(future2)  # 预测\n",
    "forecast2[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = m2.plot(forecast2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将预测数据合并，生成新的DataFrame并导出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_final = pd.DataFrame(forecast.yhat.values,\n",
    "                        index=forecast.ds, columns=['max_Tempe'])\n",
    "df_final['min_Tempe'] = forecast2.yhat.values\n",
    "df_final.to_csv('final_data.csv')  # end I tried..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 评阅意见反馈"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"color: #666; font-size: 10px;\">\n",
    "BellaG 提交的《上海历史天气数据分析预测》项目挑战报告基本达到课程挑战要求，内容整体不错。\n",
    "<br><br>\n",
    "数据采集部分内容合理，选择了合适的数据源并使用实验相似的方法完成采集。后续可能需要注意缺失值和重复值判断。数据预处理完成的很好，目标明确，需要转换为时间序列数据。使用 fbprophet 完成时序数据建模的步骤正确，加法模型同样可以较为准确地反映温度变化。\n",
    "<br><br>\n",
    "虽然围绕选题完成了主线任务，但是整个数据分析报告略显单薄，建议从以下几点进行完善补充：\n",
    "丰富数据探索内容。原始数据其实包含很多信息，你可以从中统计出气温，温差，风力，气象等不同的特征变化。这其实对于反映一个地区的气候情况是有帮助的。例如，探索：去年今天相同气象；历史最高最低气温月份；风最大的月份等有趣的话题。\n",
    "整个报告的讨论和分析内容较少，从一幅图、一组数据中得到什么结论，能看出什么？这对于每一个数据分析任务至关重要。\n",
    "<br><br>\n",
    "代码方面没有明显的缺点。后期在书写代码时注意按照 PEP8 格式化及添加代码注释，养成良好习惯。VS Code 等 IDE 带有相关格式化插件，Jupyter Notebook 也可以通过安装 jupyter_contrib_nbextensions 拓展开启相关插件自动完成代码格式化。\n",
    "</div>\n",
    "\n",
    "<br><br><br>\n",
    "<div style=\"color: #666; font-size: 10px; text-align: right;\">楼+ 数据分析和挖掘课程组</div>\n",
    "<div style=\"color: #666; font-size: 10px; text-align: right;\">2018 年 12 月 17 日</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
